The Structure of Collective Intelligence: Evidence for Collective Memory, Attention, and Reasoning

Erik Kommol, Christoph Riedl, Anita Woolley
OSF
November 17, 2025

The ability for groups to effectively collaborate is important for both economic and societal

progress. Extant research has demonstrated that group performance can be explained by a

general "collective intelligence" (CI) factor, but there is ongoing debate about the components of

CI with important implications for our understanding of how it develops or can be enhanced. We

conduct a meta-analysis with data from 22 studies and 5,279 individuals in 1,356 groups to

investigate the structure of collective intelligence using factor analysis. Our analysis yields

strong support for a hierarchical three-factor model, supporting a theory that collective

intelligence emerges from collective memory, attention, and reasoning. The model explains the

data better than other plausible alternatives, especially in established groups who had the

opportunity to develop their collective cognition over time. Our findings provide new insights

into the formation of collective intelligence and have important implications for the design and

evaluation of interventions that aim to increase it.

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